Tao Tian, Tang Anqi, Lv Lizeyu, Yuan Jianhua, Wu Ling, Zhao Liangbin, Chen Jun
Department of Nephrology, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Department of Cardiovascular Medicine, Chengdu Second People's Hospital, Chengdu, Chengdu, China.
Front Immunol. 2024 Feb 19;15:1270401. doi: 10.3389/fimmu.2024.1270401. eCollection 2024.
The co-occurrence of primary biliary cholangitis (PBC) and systemic lupus erythematosus (SLE) has been consistently reported in observational studies. Nevertheless, the underlying causal correlation between these two conditions still needs to be established.
We performed a bidirectional two-sample Mendelian randomization (MR) study to assess their causal association. Five MR analysis methods were utilized for causal inference, with inverse-variance weighted (IVW) selected as the primary method. The Mendelian Randomization Pleiotropy RESidual Sum and Outlier (MR-PRESSO) and the IVW Radial method were applied to exclude outlying SNPs. To assess the robustness of the MR results, five sensitivity analyses were carried out. Multivariable MR (MVMR) analysis was also employed to evaluate the effect of possible confounders. In addition, we integrated transcriptomic data from PBC and SLE, employing Weighted Gene Co-expression Network Analysis (WGCNA) to explore shared genes between the two diseases. Then, we used Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment methods to perform on the shared genes. The Least Absolute Shrinkage and Selection Operator (LASSO) regression algorithm was utilized to identify potential shared diagnostic genes. Finally, we verified the potential shared diagnostic genes in peripheral blood mononuclear cells (PBMCs)-specific cell populations of SLE patients by single-cell analysis.
Our MR study provided evidence that PBC had a causal relationship with SLE (IVW, OR: 1.347, 95% CI: 1.276 - 1.422, P < 0.001) after removing outliers (MR-PRESSO, rs35464393, rs3771317; IVW Radial, rs11065987, rs12924729, rs3745516). Conversely, SLE also had a causal association with PBC (IVW, OR: 1.225, 95% CI: 1.141 - 1.315, P < 0.001) after outlier correction (MR-PRESSO, rs11065987, rs3763295, rs7774434; IVW Radial, rs2297067). Sensitivity analyses confirmed the robustness of the MR findings. MVMR analysis indicated that body mass index (BMI), smoking and drinking were not confounding factors. Moreover, bioinformatic analysis identified PARP9, ABCA1, CEACAM1, and DDX60L as promising diagnostic biomarkers for PBC and SLE. These four genes are highly expressed in CD14+ monocytes in PBMCs of SLE patients and potentially associated with innate immune responses and immune activation.
Our study confirmed the bidirectional causal relationship between PBC and SLE and identified PARP9, ABCA1, CEACAM1, and DDX60L genes as the most potentially shared diagnostic genes between the two diseases, providing insights for the exploration of the underlying mechanisms of these disorders.
观察性研究一直报道原发性胆汁性胆管炎(PBC)和系统性红斑狼疮(SLE)会同时出现。然而,这两种疾病之间潜在的因果关系仍有待确定。
我们进行了一项双向双样本孟德尔随机化(MR)研究,以评估它们的因果关联。使用了五种MR分析方法进行因果推断,选择逆方差加权(IVW)作为主要方法。应用孟德尔随机化多效性残差和异常值(MR-PRESSO)以及IVW径向法来排除异常单核苷酸多态性(SNP)。为评估MR结果的稳健性,进行了五项敏感性分析。还采用多变量MR(MVMR)分析来评估可能的混杂因素的影响。此外,我们整合了PBC和SLE的转录组数据,采用加权基因共表达网络分析(WGCNA)来探索这两种疾病之间的共享基因。然后,我们使用基因本体(GO)和京都基因与基因组百科全书(KEGG)通路富集方法对共享基因进行分析。利用最小绝对收缩和选择算子(LASSO)回归算法来识别潜在的共享诊断基因。最后,我们通过单细胞分析在SLE患者的外周血单个核细胞(PBMC)特异性细胞群体中验证了潜在的共享诊断基因。
我们的MR研究提供了证据,在去除异常值后(MR-PRESSO,rs35464393,rs3771317;IVW径向法,rs11065987,rs12924729,rs3745516),PBC与SLE存在因果关系(IVW,比值比:1.347,95%置信区间:1.276 - 1.422,P < 0.001)。相反,在进行异常值校正后(MR-PRESSO,rs11065987,rs3763295,rs7774434;IVW径向法,rs2297067),SLE与PBC也存在因果关联(IVW,比值比:1.225,95%置信区间:1.141 - 1.315,P < 0.001)。敏感性分析证实了MR结果的稳健性。MVMR分析表明体重指数(BMI)、吸烟和饮酒不是混杂因素。此外,生物信息学分析确定PARP9、ABCA1、CEACAM1和DDX60L作为PBC和SLE有前景的诊断生物标志物。这四个基因在SLE患者PBMC中的CD14 + 单核细胞中高度表达,并可能与固有免疫反应和免疫激活相关。
我们的研究证实了PBC和SLE之间的双向因果关系,并确定PARP9、ABCA1、CEACAM1和DDX60L基因是这两种疾病之间最具潜在共享性的诊断基因,为探索这些疾病的潜在机制提供了见解。